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ByteDance Seed: Seed-2.0-Lite vs Qwen: Qwen3.7 Max

Last updated at: 2026-05-22

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Qwen3.7 Max Qwen3.7 Max none Release: 2026-05-22
Score 8.1 7.9
Rank #22 #27
Reliability 10.0 10.0
Consistency 8.9 10.0
Tests Correct
Attempt pass rate 75.0% 70.0%
Flaky tests 3 0
Total Runs 60 60
Cost per result 1.170 0.719
Total Cost $0.153 $0.101
Input Price $0.250 / 1M $2.500 / 1M
Output Price $2.000 / 1M $7.500 / 1M
Output Tokens 3,282 1,988
Reasoning Tokens 67,287 0
Response Time (avg) 36.79s 1.30s
Response Time (max) 168.71s 3.92s
Response Time (total) 735.86s 25.95s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 8.3 10.0 75.0% 0 17.99s 996 7,142
Qwen3.7 Max 6.5 10.0 50.0% 0 1.08s 242 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 7.0 9.7 50.0% 0 107.65s 452 20,524
Qwen3.7 Max 6.8 10.0 50.0% 0 1.39s 576 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 37.67s 506 4,299
Qwen3.7 Max 3.0 10.0 0.0% 0 2.17s 171 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 9.07s 246 1,742
Qwen3.7 Max 10.0 10.0 100.0% 0 1.35s 243 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.9 7.2 55.6% 1 88.74s 15 23,897
Qwen3.7 Max 7.7 10.0 66.7% 0 975ms 15 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 6.7 3.6 66.7% 1 18.25s 304 1,620
Qwen3.7 Max 10.0 10.0 100.0% 0 1.04s 120 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 7.26s 71 1,480
Qwen3.7 Max 10.0 10.0 100.0% 0 943ms 72 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 9.0 7.9 88.9% 1 11.03s 461 3,532
Qwen3.7 Max 10.0 10.0 100.0% 0 1.13s 314 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 12.38s 222 1,011
Qwen3.7 Max 10.0 10.0 100.0% 0 3.92s 222 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.0 10.0 0.0% 0 48.32s 9 2,040
Qwen3.7 Max 3.0 10.0 0.0% 0 856ms 13 0

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